Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: SIVA1

Gene summary for SIVA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIVA1

Gene ID

10572

Gene nameSIVA1 apoptosis inducing factor
Gene AliasCD27BP
Cytomap14q32.33
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

O15304


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
10572SIVA1GSM4909281HumanBreastIDC7.53e-165.42e-010.21
10572SIVA1GSM4909282HumanBreastIDC4.39e-104.51e-01-0.0288
10572SIVA1GSM4909285HumanBreastIDC8.52e-175.14e-010.21
10572SIVA1GSM4909286HumanBreastIDC1.36e-154.26e-010.1081
10572SIVA1GSM4909290HumanBreastIDC7.19e-175.23e-010.2096
10572SIVA1GSM4909296HumanBreastIDC2.14e-133.04e-010.1524
10572SIVA1GSM4909297HumanBreastIDC1.94e-09-1.18e-010.1517
10572SIVA1GSM4909301HumanBreastIDC1.53e-113.83e-010.1577
10572SIVA1GSM4909304HumanBreastIDC5.38e-276.19e-010.1636
10572SIVA1GSM4909306HumanBreastIDC1.05e-083.99e-010.1564
10572SIVA1GSM4909307HumanBreastIDC3.96e-104.32e-010.1569
10572SIVA1GSM4909308HumanBreastIDC8.25e-124.03e-010.158
10572SIVA1GSM4909309HumanBreastIDC2.51e-031.35e-010.0483
10572SIVA1GSM4909311HumanBreastIDC1.07e-24-1.87e-010.1534
10572SIVA1GSM4909312HumanBreastIDC5.02e-044.57e-020.1552
10572SIVA1GSM4909313HumanBreastIDC2.40e-051.40e-010.0391
10572SIVA1GSM4909316HumanBreastIDC1.45e-104.51e-010.21
10572SIVA1GSM4909317HumanBreastIDC1.28e-124.18e-010.1355
10572SIVA1GSM4909318HumanBreastIDC2.38e-126.90e-010.2031
10572SIVA1GSM4909319HumanBreastIDC7.13e-28-1.48e-010.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:004440314BreastIDCbiological process involved in symbiotic interaction52/1434290/187236.55e-095.03e-0752
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:005212614BreastIDCmovement in host environment32/1434175/187233.33e-061.22e-0432
GO:005170114BreastIDCbiological process involved in interaction with host35/1434203/187234.72e-061.63e-0435
GO:004440914BreastIDCentry into host28/1434151/187231.02e-052.82e-0428
GO:004671814BreastIDCviral entry into host cell27/1434144/187231.18e-053.14e-0427
GO:001603224BreastDCISviral process73/1390415/187233.40e-126.88e-1073
GO:001905824BreastDCISviral life cycle59/1390317/187234.05e-115.74e-0959
GO:004440323BreastDCISbiological process involved in symbiotic interaction49/1390290/187234.70e-082.89e-0649
GO:009719123BreastDCISextrinsic apoptotic signaling pathway40/1390219/187239.43e-085.28e-0640
GO:005212624BreastDCISmovement in host environment31/1390175/187234.93e-061.45e-0431
GO:005170124BreastDCISbiological process involved in interaction with host34/1390203/187236.30e-061.78e-0434
GO:004440924BreastDCISentry into host27/1390151/187231.65e-054.00e-0427
GO:004671824BreastDCISviral entry into host cell26/1390144/187231.97e-054.69e-0426
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0051701ColorectumADbiological process involved in interaction with host73/3918203/187235.08e-071.88e-0573
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041157BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0411512BreastIDCp53 signaling pathway16/86774/84652.86e-031.86e-021.39e-0216
hsa0411521BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
hsa0411531BreastDCISp53 signaling pathway16/84674/84652.23e-031.47e-021.08e-0216
hsa0411510EsophagusHGINp53 signaling pathway21/138374/84656.25e-034.25e-023.37e-0221
hsa0411515EsophagusHGINp53 signaling pathway21/138374/84656.25e-034.25e-023.37e-0221
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa041159Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411514Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa0411523Oral cavityLPp53 signaling pathway38/241874/84652.82e-051.92e-041.24e-0438
hsa0411533Oral cavityLPp53 signaling pathway38/241874/84652.82e-051.92e-041.24e-0438
hsa041158ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0411513ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0411522ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
hsa0411532ProstateTumorp53 signaling pathway29/179174/84652.99e-041.65e-031.02e-0329
hsa04115StomachGCp53 signaling pathway13/70874/84657.76e-034.10e-022.88e-0213
hsa041151StomachGCp53 signaling pathway13/70874/84657.76e-034.10e-022.88e-0213
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SIVA1SNVMissense_Mutationc.221N>Ap.Gly74Aspp.G74DO15304protein_codingtolerated(0.08)benign(0.053)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SIVA1SNVMissense_Mutationrs753479469c.395N>Ap.Arg132Glnp.R132QO15304protein_codingtolerated(0.08)probably_damaging(0.998)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SIVA1insertionFrame_Shift_Insnovelc.444_445insAp.Ala149SerfsTer12p.A149Sfs*12O15304protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
SIVA1SNVMissense_Mutationnovelc.92N>Tp.Ala31Valp.A31VO15304protein_codingdeleterious(0.01)benign(0.355)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SIVA1SNVMissense_Mutationnovelc.255N>Tp.Gln85Hisp.Q85HO15304protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SIVA1SNVMissense_Mutationrs367890831c.329C>Tp.Ala110Valp.A110VO15304protein_codingtolerated(0.31)benign(0.011)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SIVA1SNVMissense_Mutationrs138681592c.169G>Ap.Val57Metp.V57MO15304protein_codingtolerated(0.4)benign(0.027)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SIVA1SNVMissense_Mutationnovelc.211C>Tp.Pro71Serp.P71SO15304protein_codingtolerated(0.11)benign(0.34)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
SIVA1SNVMissense_Mutationc.397G>Ap.Ala133Thrp.A133TO15304protein_codingtolerated(0.39)possibly_damaging(0.629)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SIVA1SNVMissense_Mutationrs762902272c.247N>Tp.Arg83Cysp.R83CO15304protein_codingdeleterious(0)possibly_damaging(0.894)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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